diff --git a/inference-engine/tests/functional/plugin/shared/include/single_layer_tests/convert.hpp b/inference-engine/tests/functional/plugin/shared/include/single_layer_tests/convert.hpp
deleted file mode 100644
index 02bd6dd05fc..00000000000
--- a/inference-engine/tests/functional/plugin/shared/include/single_layer_tests/convert.hpp
+++ /dev/null
@@ -1,20 +0,0 @@
-// Copyright (C) 2018-2021 Intel Corporation
-// SPDX-License-Identifier: Apache-2.0
-//
-
-#pragma once
-
-#include <ie_api.h>
-IE_SUPPRESS_DEPRECATED_START
-
-#include "shared_test_classes/single_layer/convert.hpp"
-
-namespace LayerTestsDefinitions {
-
-TEST_P(ConvertLayerTest, CompareWithRefs) {
-    Run();
-};
-
-}  // namespace LayerTestsDefinitions
-
-IE_SUPPRESS_DEPRECATED_END
diff --git a/inference-engine/tests/functional/shared_test_classes/include/shared_test_classes/single_layer/convert.hpp b/inference-engine/tests/functional/shared_test_classes/include/shared_test_classes/single_layer/convert.hpp
deleted file mode 100644
index 545d85e7752..00000000000
--- a/inference-engine/tests/functional/shared_test_classes/include/shared_test_classes/single_layer/convert.hpp
+++ /dev/null
@@ -1,37 +0,0 @@
-// Copyright (C) 2018-2021 Intel Corporation
-// SPDX-License-Identifier: Apache-2.0
-//
-
-#pragma once
-
-#include <tuple>
-#include <string>
-#include <vector>
-#include <memory>
-
-#include "shared_test_classes/base/layer_test_utils.hpp"
-#include "ngraph_functions/builders.hpp"
-#include "ngraph_functions/utils/ngraph_helpers.hpp"
-
-namespace LayerTestsDefinitions {
-
-using ConvertParamsTuple = typename std::tuple<
-        std::vector<std::vector<size_t>>,  // Input shapes
-        InferenceEngine::Precision,        // Source precision
-        InferenceEngine::Precision,        // Target precision
-        InferenceEngine::Layout,           // Input layout
-        InferenceEngine::Layout,           // Output layout
-        std::string>;                      // Device name
-
-class INFERENCE_ENGINE_DEPRECATED("This class is deprecated and will be removed soon. "
-                                  "Please use new ConversionLayerTest class.") ConvertLayerTest :
-        public testing::WithParamInterface<ConvertParamsTuple>,
-        virtual public LayerTestsUtils::LayerTestsCommon {
-public:
-    static std::string getTestCaseName(const testing::TestParamInfo<ConvertParamsTuple> &obj);
-
-protected:
-    void SetUp() override;
-};
-
-}  // namespace LayerTestsDefinitions
diff --git a/inference-engine/tests/functional/shared_test_classes/include/shared_test_classes/single_layer/convert_like.hpp b/inference-engine/tests/functional/shared_test_classes/include/shared_test_classes/single_layer/convert_like.hpp
deleted file mode 100644
index 12d72d8a770..00000000000
--- a/inference-engine/tests/functional/shared_test_classes/include/shared_test_classes/single_layer/convert_like.hpp
+++ /dev/null
@@ -1,38 +0,0 @@
-// Copyright (C) 2018-2021 Intel Corporation
-// SPDX-License-Identifier: Apache-2.0
-//
-
-#pragma once
-
-#include <tuple>
-#include <string>
-#include <vector>
-#include <memory>
-
-#include "shared_test_classes/base/layer_test_utils.hpp"
-#include "ngraph_functions/builders.hpp"
-#include "ngraph_functions/utils/ngraph_helpers.hpp"
-
-namespace LayerTestsDefinitions {
-
-using ConvertLikeParamsTuple = typename std::tuple<
-        std::vector<std::vector<size_t>>,  // Input1 shapes
-        InferenceEngine::Precision,        // Input1 precision
-        std::vector<std::vector<size_t>>,  // Input2 shapes
-        InferenceEngine::Precision,        // Input2 precision
-        InferenceEngine::Layout,           // Input layout
-        InferenceEngine::Layout,           // Output layout
-        std::string>;                      // Device name
-
-class INFERENCE_ENGINE_DEPRECATED("This class is deprecated and will be removed soon. "
-                                  "Please use new ConversionLayerTest class.") ConvertLikeLayerTest :
-        public testing::WithParamInterface<ConvertLikeParamsTuple>,
-        virtual public LayerTestsUtils::LayerTestsCommon {
-public:
-    static std::string getTestCaseName(const testing::TestParamInfo<ConvertLikeParamsTuple> &obj);
-
-protected:
-    void SetUp() override;
-};
-
-}  // namespace LayerTestsDefinitions
diff --git a/inference-engine/tests/functional/shared_test_classes/src/single_layer/convert.cpp b/inference-engine/tests/functional/shared_test_classes/src/single_layer/convert.cpp
deleted file mode 100644
index 01def7670cc..00000000000
--- a/inference-engine/tests/functional/shared_test_classes/src/single_layer/convert.cpp
+++ /dev/null
@@ -1,41 +0,0 @@
-// Copyright (C) 2018-2021 Intel Corporation
-// SPDX-License-Identifier: Apache-2.0
-//
-
-#include <ie_api.h>
-IE_SUPPRESS_DEPRECATED_START
-
-#include "shared_test_classes/single_layer/convert.hpp"
-
-namespace LayerTestsDefinitions {
-
-std::string ConvertLayerTest::getTestCaseName(const testing::TestParamInfo<ConvertParamsTuple> &obj) {
-    InferenceEngine::Precision inputPrecision, targetPrecision;
-    InferenceEngine::Layout inLayout, outLayout;
-    std::string targetName;
-    std::vector<std::vector<size_t>> inputShape;
-    std::tie(inputShape, inputPrecision, targetPrecision, inLayout, outLayout, targetName) = obj.param;
-    std::ostringstream result;
-    result << "IS=" << CommonTestUtils::vec2str(inputShape) << "_";
-    result << "targetPRC=" << targetPrecision.name() << "_";
-    result << "inputPRC=" << inputPrecision.name() << "_";
-    result << "inL=" << inLayout << "_";
-    result << "outL=" << outLayout << "_";
-    result << "trgDev=" << targetName;
-    return result.str();
-}
-
-void ConvertLayerTest::SetUp() {
-    InferenceEngine::Precision inputPrecision, targetPrecision;
-    std::vector<std::vector<size_t>> inputShape;
-    std::tie(inputShape, inputPrecision, targetPrecision, inLayout, outLayout, targetDevice) = GetParam();
-    auto ngPrc = FuncTestUtils::PrecisionUtils::convertIE2nGraphPrc(inputPrecision);
-    auto targetPrc = FuncTestUtils::PrecisionUtils::convertIE2nGraphPrc(targetPrecision);
-    auto params = ngraph::builder::makeParams(ngPrc, inputShape);
-    auto convert = std::make_shared<ngraph::opset3::Convert>(params.front(), targetPrc);
-    ngraph::ResultVector results{std::make_shared<ngraph::opset3::Result>(convert)};
-    function = std::make_shared<ngraph::Function>(results, params, "Convert");
-}
-}  // namespace LayerTestsDefinitions
-
-IE_SUPPRESS_DEPRECATED_END
diff --git a/inference-engine/tests/functional/shared_test_classes/src/single_layer/convert_like.cpp b/inference-engine/tests/functional/shared_test_classes/src/single_layer/convert_like.cpp
deleted file mode 100644
index 8f2a92b78af..00000000000
--- a/inference-engine/tests/functional/shared_test_classes/src/single_layer/convert_like.cpp
+++ /dev/null
@@ -1,43 +0,0 @@
-// Copyright (C) 2018-2021 Intel Corporation
-// SPDX-License-Identifier: Apache-2.0
-//
-
-#include <ie_api.h>
-IE_SUPPRESS_DEPRECATED_START
-
-#include "shared_test_classes/single_layer/convert_like.hpp"
-
-namespace LayerTestsDefinitions {
-
-std::string ConvertLikeLayerTest::getTestCaseName(const testing::TestParamInfo<ConvertLikeParamsTuple> &obj) {
-    InferenceEngine::Precision precision, targetPrecision;
-    InferenceEngine::Layout inLayout, outLayout;
-    std::vector<std::vector<size_t>> inputShape1, inputShape2;
-    std::string targetName;
-    std::tie(inputShape1, precision, inputShape2, targetPrecision, inLayout, outLayout, targetName) = obj.param;
-    std::ostringstream result;
-    result << "IS1=" << CommonTestUtils::vec2str(inputShape1) << "_";
-    result << "IS2=" << CommonTestUtils::vec2str(inputShape2) << "_";
-    result << "PRC1=" << precision.name() << "_";
-    result << "PRC2=" << targetPrecision.name() << "_";
-    result << "inL=" << inLayout << "_";
-    result << "outL=" << outLayout << "_";
-    result << "trgDev=" << targetName;
-    return result.str();
-}
-
-void ConvertLikeLayerTest::SetUp() {
-    InferenceEngine::Precision inputPrecision, targetPrecision;
-    std::vector<std::vector<size_t>> inputShape1, inputShape2;
-    std::tie(inputShape1, inputPrecision, inputShape2, targetPrecision, inLayout, outLayout, targetDevice) = GetParam();
-    auto ngPrc1 = FuncTestUtils::PrecisionUtils::convertIE2nGraphPrc(inputPrecision);
-    auto targetPrc = FuncTestUtils::PrecisionUtils::convertIE2nGraphPrc(targetPrecision);
-    auto params = ngraph::builder::makeParams(ngPrc1, inputShape1);
-    params.push_back(ngraph::builder::makeParams(targetPrc, inputShape2).front());
-    auto convertLike = std::make_shared<ngraph::opset3::ConvertLike>(params.front(), params.back());
-    ngraph::ResultVector results{std::make_shared<ngraph::opset3::Result>(convertLike)};
-    function = std::make_shared<ngraph::Function>(results, params, "ConvertLike");
-}
-}  // namespace LayerTestsDefinitions
-
-IE_SUPPRESS_DEPRECATED_END